{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from pyecharts import *\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "yili_data = pd.read_csv(r'yili_tmall.csv')\n",
    "meng_data = pd.read_csv(r'mengniu_tmall.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "yili_labels = ['金典', '安慕希', '谷粒多', '拜拜君', '味可滋', '舒化', 'QQ星', '畅意', '无菌砖', '奶粉', '优酸乳']\n",
    "meng_labels = ['特仑苏', '纯甄', '新养道', '未来星', '甜小嗨', '奶特', '真果粒', '酸酸乳', '早餐奶', '奶特', '精选牧场', '谷粒']\n",
    "yili_label_list = []\n",
    "meng_label_list = []\n",
    "for i in yili_data['商品名']:\n",
    "    for j in yili_labels:\n",
    "        if j in i:\n",
    "            yili_label_list.append(j)\n",
    "            break\n",
    "    else:\n",
    "        yili_label_list.append('伊利')\n",
    "for i in meng_data['商品名']:\n",
    "    for j in meng_labels:\n",
    "        if j in i:\n",
    "            meng_label_list.append(j)\n",
    "            break\n",
    "    else:\n",
    "        meng_label_list.append('蒙牛')\n",
    "yili_data['品牌'] = yili_label_list\n",
    "meng_data['品牌'] = meng_label_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "yili_nums = []\n",
    "for i in yili_data['商品名']:\n",
    "    if '2箱' in i or '2包' in i or '2罐' in i or '2袋' in i or '2筒' in i:\n",
    "        yili_nums.append(2)\n",
    "    elif '4箱'  in i or '4包' in i  or '4罐' in i  or '4袋' in i or '4筒' in i:\n",
    "        yili_nums.append(4)\n",
    "    else:\n",
    "        yili_nums.append(1)\n",
    "meng_nums = []\n",
    "for i in meng_data['商品名']:\n",
    "    if '2箱' in i or '2提' in i or '+' in i:\n",
    "        meng_nums.append(2)\n",
    "    elif '4箱'  in i or '4提' in i:\n",
    "        meng_nums.append(4)\n",
    "    else:\n",
    "        meng_nums.append(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利暖哄哄女士生理期经期奶粉礼盒装 补铁配方 给她暖烘烘</td>\n",
       "      <td>409.0</td>\n",
       "      <td>133</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营欣活配方奶粉 中老年成人营养奶粉900g*2罐</td>\n",
       "      <td>252.0</td>\n",
       "      <td>3110</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利新西兰进口全脂奶粉1kg*2包</td>\n",
       "      <td>196.0</td>\n",
       "      <td>2236</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利】【包邮】金典纯牛奶250ml*16盒2箱</td>\n",
       "      <td>173.4</td>\n",
       "      <td>951</td>\n",
       "      <td>金典</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利牛奶 拜拜君脱脂牛奶250ml*16*2箱</td>\n",
       "      <td>160.0</td>\n",
       "      <td>2263</td>\n",
       "      <td>拜拜君</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营女士高蛋白高钙脱脂成人奶粉4袋*400g</td>\n",
       "      <td>152.0</td>\n",
       "      <td>6213</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 金典有机纯牛奶250ml*12*2箱</td>\n",
       "      <td>152.0</td>\n",
       "      <td>12302</td>\n",
       "      <td>金典</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利官方直营 高锌高钙学生奶粉 400g*4袋</td>\n",
       "      <td>144.0</td>\n",
       "      <td>10602</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利中老年多维高钙奶粉 400g*4袋</td>\n",
       "      <td>144.0</td>\n",
       "      <td>3365</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利女士高铁高钙奶粉4袋*400g</td>\n",
       "      <td>144.0</td>\n",
       "      <td>7147</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利牛奶金典低脂调制乳250ml*12盒2箱装正品保证</td>\n",
       "      <td>136.0</td>\n",
       "      <td>497</td>\n",
       "      <td>金典</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂营养奶粉400g*4袋</td>\n",
       "      <td>135.2</td>\n",
       "      <td>1928</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利舒化中老年牛奶优钙配方250ml*12盒*2箱</td>\n",
       "      <td>132.0</td>\n",
       "      <td>3810</td>\n",
       "      <td>舒化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利】舒化中老年牛奶心活配方250ml*12盒*2箱</td>\n",
       "      <td>132.0</td>\n",
       "      <td>2470</td>\n",
       "      <td>舒化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋</td>\n",
       "      <td>128.0</td>\n",
       "      <td>7121</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利学生营养奶粉400g*4袋</td>\n",
       "      <td>128.0</td>\n",
       "      <td>623</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利女士营养奶粉400g*4袋</td>\n",
       "      <td>128.0</td>\n",
       "      <td>2576</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营  欣活成人奶粉中老年配方奶粉900g单听装罐装</td>\n",
       "      <td>126.0</td>\n",
       "      <td>930</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【新】伊利味可滋木瓜牛奶240ml*12盒*2箱</td>\n",
       "      <td>120.0</td>\n",
       "      <td>286</td>\n",
       "      <td>味可滋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利味可滋哈密瓜牛奶240ml*12盒*2箱</td>\n",
       "      <td>120.0</td>\n",
       "      <td>281</td>\n",
       "      <td>味可滋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 味可滋咖啡牛奶240ml*12盒*2箱</td>\n",
       "      <td>120.0</td>\n",
       "      <td>1580</td>\n",
       "      <td>味可滋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱</td>\n",
       "      <td>120.0</td>\n",
       "      <td>25957</td>\n",
       "      <td>味可滋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利味可滋香蕉牛奶240ml*12盒*2箱</td>\n",
       "      <td>120.0</td>\n",
       "      <td>13732</td>\n",
       "      <td>味可滋</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营 果享学生奶粉学生粉900g单听装罐装</td>\n",
       "      <td>119.0</td>\n",
       "      <td>2121</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】舒化无乳糖牛奶-低脂型250ml*12*2箱</td>\n",
       "      <td>105.6</td>\n",
       "      <td>4652</td>\n",
       "      <td>舒化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利包邮】舒化无乳糖牛奶-高钙型 250ml*12*2箱</td>\n",
       "      <td>105.6</td>\n",
       "      <td>14232</td>\n",
       "      <td>舒化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 谷粒多核桃燕麦牛奶200ml*12*2箱 谷物牛奶</td>\n",
       "      <td>99.0</td>\n",
       "      <td>5615</td>\n",
       "      <td>谷粒多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利旗舰店】畅意100%乳酸菌饮品原味100ml*30*2箱装</td>\n",
       "      <td>97.8</td>\n",
       "      <td>3204</td>\n",
       "      <td>畅意</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂甜奶粉400g*4袋早餐必备</td>\n",
       "      <td>95.2</td>\n",
       "      <td>4994</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利安慕希常温酸奶蓝莓味8*205g*2箱</td>\n",
       "      <td>92.8</td>\n",
       "      <td>11582</td>\n",
       "      <td>安慕希</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【伊利旗舰店】优酸乳爆趣珠乳饮料苹果味250*24*1箱</td>\n",
       "      <td>51.0</td>\n",
       "      <td>3313</td>\n",
       "      <td>优酸乳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【2件包邮】伊利 谷粒多核桃燕麦牛奶200ml*12*1箱</td>\n",
       "      <td>50.0</td>\n",
       "      <td>477</td>\n",
       "      <td>谷粒多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶</td>\n",
       "      <td>49.9</td>\n",
       "      <td>63424</td>\n",
       "      <td>拜拜君</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利畅意100%乳酸菌饮品草莓味100ml/30瓶</td>\n",
       "      <td>48.9</td>\n",
       "      <td>8760</td>\n",
       "      <td>畅意</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>畅意100%乳酸菌饮品原味 100ml*30瓶</td>\n",
       "      <td>48.9</td>\n",
       "      <td>7082</td>\n",
       "      <td>畅意</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利QQ星儿童牛奶-营养均膳125ml*20盒/提</td>\n",
       "      <td>48.6</td>\n",
       "      <td>13617</td>\n",
       "      <td>QQ星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【买2件包邮】伊利 谷粒多燕麦牛奶 200ml*12盒/箱</td>\n",
       "      <td>48.0</td>\n",
       "      <td>20464</td>\n",
       "      <td>谷粒多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【伊利旗舰店】伊利原味优酸乳250ml*24盒/提</td>\n",
       "      <td>48.0</td>\n",
       "      <td>7179</td>\n",
       "      <td>优酸乳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利安慕希常温酸奶蓝莓味8*205g*1箱</td>\n",
       "      <td>46.4</td>\n",
       "      <td>2514</td>\n",
       "      <td>安慕希</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>安慕希常温酸奶香草味8*205g*1箱</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1458</td>\n",
       "      <td>安慕希</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利官方旗舰店无菌砖纯牛奶250ml*16盒1箱</td>\n",
       "      <td>43.2</td>\n",
       "      <td>22470</td>\n",
       "      <td>无菌砖</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利暖哄哄女士生理期经期奶粉 25g*7条*1筒 补铁配方 给她暖烘烘</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1665</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利QQ星儿童成长牛奶-全聪125ml*20*1箱</td>\n",
       "      <td>41.7</td>\n",
       "      <td>10692</td>\n",
       "      <td>QQ星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利暖哄哄女士经期奶粉 25g*7条*1筒 补铁暖烘烘 限量珍藏</td>\n",
       "      <td>40.0</td>\n",
       "      <td>366</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利女士高蛋白高钙脱脂成人奶粉400g</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1013</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利女士高铁高钙奶粉400g*1袋</td>\n",
       "      <td>36.0</td>\n",
       "      <td>424</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利 高锌高钙学生奶粉 补充全面营养奶粉400g</td>\n",
       "      <td>36.0</td>\n",
       "      <td>1048</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利果粒优酸乳草莓味245g*12盒</td>\n",
       "      <td>36.0</td>\n",
       "      <td>567</td>\n",
       "      <td>优酸乳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利果粒优酸乳哈密瓜味245g*12盒</td>\n",
       "      <td>36.0</td>\n",
       "      <td>619</td>\n",
       "      <td>优酸乳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利谷粒多黑谷谷物牛奶早餐奶250ml*12盒</td>\n",
       "      <td>36.0</td>\n",
       "      <td>10725</td>\n",
       "      <td>谷粒多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利女士高铁高钙奶粉400g*1袋</td>\n",
       "      <td>36.0</td>\n",
       "      <td>424</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【2件包邮】伊利谷粒多红谷物牛奶早餐奶250ml*12盒/箱</td>\n",
       "      <td>36.0</td>\n",
       "      <td>11599</td>\n",
       "      <td>谷粒多</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利果粒优酸乳芒果味245g*12盒</td>\n",
       "      <td>36.0</td>\n",
       "      <td>568</td>\n",
       "      <td>优酸乳</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【伊利旗舰店】伊利QQ星儿童成长草莓味牛奶125ml*16盒/箱</td>\n",
       "      <td>33.0</td>\n",
       "      <td>5601</td>\n",
       "      <td>QQ星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利学生营养奶粉400g</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1540</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利女士营养奶粉400g袋装</td>\n",
       "      <td>32.0</td>\n",
       "      <td>382</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利中老年营养奶粉400g</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1307</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>【伊利旗舰店】【2件包邮】伊利QQ星儿童成长香草冰淇淋味牛奶</td>\n",
       "      <td>31.3</td>\n",
       "      <td>11505</td>\n",
       "      <td>QQ星</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利全脂营养奶粉400g</td>\n",
       "      <td>29.8</td>\n",
       "      <td>2572</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2017-8-16</td>\n",
       "      <td>伊利全脂甜奶粉400g</td>\n",
       "      <td>23.8</td>\n",
       "      <td>268</td>\n",
       "      <td>奶粉</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>168 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            时间                                    商品名     价格     销量   品牌\n",
       "0    2017-8-13           伊利暖哄哄女士生理期经期奶粉礼盒装 补铁配方 给她暖烘烘  409.0    133   奶粉\n",
       "1    2017-8-13            伊利直营欣活配方奶粉 中老年成人营养奶粉900g*2罐  252.0   3110   奶粉\n",
       "2    2017-8-13                      伊利新西兰进口全脂奶粉1kg*2包  196.0   2236   奶粉\n",
       "3    2017-8-13               【伊利】【包邮】金典纯牛奶250ml*16盒2箱  173.4    951   金典\n",
       "4    2017-8-13            【包邮】伊利牛奶 拜拜君脱脂牛奶250ml*16*2箱  160.0   2263  拜拜君\n",
       "5    2017-8-13               伊利直营女士高蛋白高钙脱脂成人奶粉4袋*400g  152.0   6213   奶粉\n",
       "6    2017-8-13              【包邮】伊利 金典有机纯牛奶250ml*12*2箱  152.0  12302   金典\n",
       "7    2017-8-13                伊利官方直营 高锌高钙学生奶粉 400g*4袋  144.0  10602   奶粉\n",
       "8    2017-8-13                    伊利中老年多维高钙奶粉 400g*4袋  144.0   3365   奶粉\n",
       "9    2017-8-13                      伊利女士高铁高钙奶粉4袋*400g  144.0   7147   奶粉\n",
       "10   2017-8-13            伊利牛奶金典低脂调制乳250ml*12盒2箱装正品保证  136.0    497   金典\n",
       "11   2017-8-13                        伊利全脂营养奶粉400g*4袋  135.2   1928   奶粉\n",
       "12   2017-8-13              伊利舒化中老年牛奶优钙配方250ml*12盒*2箱  132.0   3810   舒化\n",
       "13   2017-8-13            【伊利】舒化中老年牛奶心活配方250ml*12盒*2箱  132.0   2470   舒化\n",
       "14   2017-8-13             【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋  128.0   7121   奶粉\n",
       "15   2017-8-13                        伊利学生营养奶粉400g*4袋  128.0    623   奶粉\n",
       "16   2017-8-13                        伊利女士营养奶粉400g*4袋  128.0   2576   奶粉\n",
       "17   2017-8-13           伊利直营  欣活成人奶粉中老年配方奶粉900g单听装罐装  126.0    930   奶粉\n",
       "18   2017-8-13               【新】伊利味可滋木瓜牛奶240ml*12盒*2箱  120.0    286  味可滋\n",
       "19   2017-8-13                 伊利味可滋哈密瓜牛奶240ml*12盒*2箱  120.0    281  味可滋\n",
       "20   2017-8-13             【包邮】伊利 味可滋咖啡牛奶240ml*12盒*2箱  120.0   1580  味可滋\n",
       "21   2017-8-13       【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱  120.0  25957  味可滋\n",
       "22   2017-8-13              【包邮】伊利味可滋香蕉牛奶240ml*12盒*2箱  120.0  13732  味可滋\n",
       "23   2017-8-13                伊利直营 果享学生奶粉学生粉900g单听装罐装  119.0   2121   奶粉\n",
       "24   2017-8-13             【包邮】舒化无乳糖牛奶-低脂型250ml*12*2箱  105.6   4652   舒化\n",
       "25   2017-8-13          【伊利包邮】舒化无乳糖牛奶-高钙型 250ml*12*2箱  105.6  14232   舒化\n",
       "26   2017-8-13       【包邮】伊利 谷粒多核桃燕麦牛奶200ml*12*2箱 谷物牛奶   99.0   5615  谷粒多\n",
       "27   2017-8-13       【伊利旗舰店】畅意100%乳酸菌饮品原味100ml*30*2箱装   97.8   3204   畅意\n",
       "28   2017-8-13                     伊利全脂甜奶粉400g*4袋早餐必备   95.2   4994   奶粉\n",
       "29   2017-8-13              【包邮】伊利安慕希常温酸奶蓝莓味8*205g*2箱   92.8  11582  安慕希\n",
       "..         ...                                    ...    ...    ...  ...\n",
       "138  2017-8-16           【伊利旗舰店】优酸乳爆趣珠乳饮料苹果味250*24*1箱   51.0   3313  优酸乳\n",
       "139  2017-8-16          【2件包邮】伊利 谷粒多核桃燕麦牛奶200ml*12*1箱   50.0    477  谷粒多\n",
       "140  2017-8-16  【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶   49.9  63424  拜拜君\n",
       "141  2017-8-16              伊利畅意100%乳酸菌饮品草莓味100ml/30瓶   48.9   8760   畅意\n",
       "142  2017-8-16                畅意100%乳酸菌饮品原味 100ml*30瓶   48.9   7082   畅意\n",
       "143  2017-8-16              伊利QQ星儿童牛奶-营养均膳125ml*20盒/提   48.6  13617  QQ星\n",
       "144  2017-8-16          【买2件包邮】伊利 谷粒多燕麦牛奶 200ml*12盒/箱   48.0  20464  谷粒多\n",
       "145  2017-8-16              【伊利旗舰店】伊利原味优酸乳250ml*24盒/提   48.0   7179  优酸乳\n",
       "146  2017-8-16                  伊利安慕希常温酸奶蓝莓味8*205g*1箱   46.4   2514  安慕希\n",
       "147  2017-8-16                    安慕希常温酸奶香草味8*205g*1箱   44.0   1458  安慕希\n",
       "148  2017-8-16               伊利官方旗舰店无菌砖纯牛奶250ml*16盒1箱   43.2  22470  无菌砖\n",
       "149  2017-8-16    伊利暖哄哄女士生理期经期奶粉 25g*7条*1筒 补铁配方 给她暖烘烘   42.0   1665   奶粉\n",
       "150  2017-8-16              伊利QQ星儿童成长牛奶-全聪125ml*20*1箱   41.7  10692  QQ星\n",
       "151  2017-8-16       伊利暖哄哄女士经期奶粉 25g*7条*1筒 补铁暖烘烘 限量珍藏   40.0    366   奶粉\n",
       "152  2017-8-16                    伊利女士高蛋白高钙脱脂成人奶粉400g   38.0   1013   奶粉\n",
       "153  2017-8-16                      伊利女士高铁高钙奶粉400g*1袋   36.0    424   奶粉\n",
       "154  2017-8-16               伊利 高锌高钙学生奶粉 补充全面营养奶粉400g   36.0   1048   奶粉\n",
       "155  2017-8-16                     伊利果粒优酸乳草莓味245g*12盒   36.0    567  优酸乳\n",
       "156  2017-8-16                    伊利果粒优酸乳哈密瓜味245g*12盒   36.0    619  优酸乳\n",
       "157  2017-8-16                伊利谷粒多黑谷谷物牛奶早餐奶250ml*12盒   36.0  10725  谷粒多\n",
       "158  2017-8-16                      伊利女士高铁高钙奶粉400g*1袋   36.0    424   奶粉\n",
       "159  2017-8-16         【2件包邮】伊利谷粒多红谷物牛奶早餐奶250ml*12盒/箱   36.0  11599  谷粒多\n",
       "160  2017-8-16                     伊利果粒优酸乳芒果味245g*12盒   36.0    568  优酸乳\n",
       "161  2017-8-16       【伊利旗舰店】伊利QQ星儿童成长草莓味牛奶125ml*16盒/箱   33.0   5601  QQ星\n",
       "162  2017-8-16                           伊利学生营养奶粉400g   32.0   1540   奶粉\n",
       "163  2017-8-16                         伊利女士营养奶粉400g袋装   32.0    382   奶粉\n",
       "164  2017-8-16                          伊利中老年营养奶粉400g   32.0   1307   奶粉\n",
       "165  2017-8-16         【伊利旗舰店】【2件包邮】伊利QQ星儿童成长香草冰淇淋味牛奶   31.3  11505  QQ星\n",
       "166  2017-8-16                           伊利全脂营养奶粉400g   29.8   2572   奶粉\n",
       "167  2017-8-16                            伊利全脂甜奶粉400g   23.8    268   奶粉\n",
       "\n",
       "[168 rows x 5 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "yili_data['销售额'] = yili_data['价格'] * yili_data['销量']\n",
    "meng_data['销售额'] = meng_data['价格'] * meng_data['销量']\n",
    "yili_data['价格'] = yili_data['价格']/yili_nums\n",
    "yili_data['销量'] = yili_data['销量']*yili_nums\n",
    "meng_data['价格'] = meng_data['价格']/meng_nums\n",
    "meng_data['销量'] = meng_data['销量']*meng_nums"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "yili_0813 = yili_data[yili_data['时间']=='2017-8-13']\n",
    "meng_0813 = meng_data[meng_data['时间']=='2017-8-13']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>81.000000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>8.100000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>58.288889</td>\n",
       "      <td>14554.345679</td>\n",
       "      <td>7.341514e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>44.460522</td>\n",
       "      <td>31110.536703</td>\n",
       "      <td>1.493829e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>23.800000</td>\n",
       "      <td>102.000000</td>\n",
       "      <td>6.120000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>36.800000</td>\n",
       "      <td>1535.000000</td>\n",
       "      <td>7.974400e+04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>5071.000000</td>\n",
       "      <td>3.133512e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>61.200000</td>\n",
       "      <td>14404.000000</td>\n",
       "      <td>6.337760e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>409.000000</td>\n",
       "      <td>251324.000000</td>\n",
       "      <td>1.118392e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               价格             销量           销售额\n",
       "count   81.000000      81.000000  8.100000e+01\n",
       "mean    58.288889   14554.345679  7.341514e+05\n",
       "std     44.460522   31110.536703  1.493829e+06\n",
       "min     23.800000     102.000000  6.120000e+03\n",
       "25%     36.800000    1535.000000  7.974400e+04\n",
       "50%     50.000000    5071.000000  3.133512e+05\n",
       "75%     61.200000   14404.000000  6.337760e+05\n",
       "max    409.000000  251324.000000  1.118392e+07"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>48.000000</td>\n",
       "      <td>48.000000</td>\n",
       "      <td>4.800000e+01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>49.796875</td>\n",
       "      <td>58950.520833</td>\n",
       "      <td>3.368446e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>15.307537</td>\n",
       "      <td>88718.700442</td>\n",
       "      <td>7.119250e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>26.400000</td>\n",
       "      <td>38.000000</td>\n",
       "      <td>1.744200e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>39.900000</td>\n",
       "      <td>8726.750000</td>\n",
       "      <td>3.630119e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>45.900000</td>\n",
       "      <td>18456.000000</td>\n",
       "      <td>9.228000e+05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>59.850000</td>\n",
       "      <td>78563.500000</td>\n",
       "      <td>3.794998e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99.000000</td>\n",
       "      <td>479140.000000</td>\n",
       "      <td>4.743486e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              价格             销量           销售额\n",
       "count  48.000000      48.000000  4.800000e+01\n",
       "mean   49.796875   58950.520833  3.368446e+06\n",
       "std    15.307537   88718.700442  7.119250e+06\n",
       "min    26.400000      38.000000  1.744200e+03\n",
       "25%    39.900000    8726.750000  3.630119e+05\n",
       "50%    45.900000   18456.000000  9.228000e+05\n",
       "75%    59.850000   78563.500000  3.794998e+06\n",
       "max    99.000000  479140.000000  4.743486e+07"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_0813.describe()\n",
    "meng_0813.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "yili_price = yili_0813.sort_values(by='价格', ascending=False)\n",
    "meng_price = meng_0813.sort_values(by='价格', ascending=False)\n",
    "yili_sales_count = yili_0813.sort_values(by='销量', ascending=False)\n",
    "meng_sales_count = meng_0813.sort_values(by='销量', ascending=False)\n",
    "yili_sales_income = yili_0813.sort_values(by='销售额', ascending=False)\n",
    "meng_sales_income = meng_0813.sort_values(by='销售额', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利暖哄哄女士生理期经期奶粉礼盒装 补铁配方 给她暖烘烘</td>\n",
       "      <td>409.0</td>\n",
       "      <td>133</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>54397.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营  欣活成人奶粉中老年配方奶粉900g单听装罐装</td>\n",
       "      <td>126.0</td>\n",
       "      <td>930</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>117180.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营欣活配方奶粉 中老年成人营养奶粉900g*2罐</td>\n",
       "      <td>126.0</td>\n",
       "      <td>6220</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>783720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利直营 果享学生奶粉学生粉900g单听装罐装</td>\n",
       "      <td>119.0</td>\n",
       "      <td>2121</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>252399.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利新西兰进口全脂奶粉1kg*2包</td>\n",
       "      <td>98.0</td>\n",
       "      <td>4472</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>438256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶</td>\n",
       "      <td>88.0</td>\n",
       "      <td>65495</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>5763560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利】【包邮】金典纯牛奶250ml*16盒2箱</td>\n",
       "      <td>86.7</td>\n",
       "      <td>1902</td>\n",
       "      <td>金典</td>\n",
       "      <td>164903.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利牛奶 拜拜君脱脂牛奶250ml*16*2箱</td>\n",
       "      <td>80.0</td>\n",
       "      <td>4526</td>\n",
       "      <td>拜拜君</td>\n",
       "      <td>362080.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利新西兰进口全脂奶粉1kg</td>\n",
       "      <td>79.0</td>\n",
       "      <td>1015</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>80185.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 金典有机纯牛奶250ml*12*2箱</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24604</td>\n",
       "      <td>金典</td>\n",
       "      <td>1869904.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                商品名     价格     销量   品牌        销售额\n",
       "0   2017-8-13       伊利暖哄哄女士生理期经期奶粉礼盒装 补铁配方 给她暖烘烘  409.0    133   奶粉    54397.0\n",
       "17  2017-8-13       伊利直营  欣活成人奶粉中老年配方奶粉900g单听装罐装  126.0    930   奶粉   117180.0\n",
       "1   2017-8-13        伊利直营欣活配方奶粉 中老年成人营养奶粉900g*2罐  126.0   6220   奶粉   783720.0\n",
       "23  2017-8-13            伊利直营 果享学生奶粉学生粉900g单听装罐装  119.0   2121   奶粉   252399.0\n",
       "2   2017-8-13                  伊利新西兰进口全脂奶粉1kg*2包   98.0   4472   奶粉   438256.0\n",
       "32  2017-8-13  【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶   88.0  65495  安慕希  5763560.0\n",
       "3   2017-8-13           【伊利】【包邮】金典纯牛奶250ml*16盒2箱   86.7   1902   金典   164903.4\n",
       "4   2017-8-13        【包邮】伊利牛奶 拜拜君脱脂牛奶250ml*16*2箱   80.0   4526  拜拜君   362080.0\n",
       "35  2017-8-13                     伊利新西兰进口全脂奶粉1kg   79.0   1015   奶粉    80185.0\n",
       "6   2017-8-13          【包邮】伊利 金典有机纯牛奶250ml*12*2箱   76.0  24604   金典  1869904.0"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加</td>\n",
       "      <td>99.0</td>\n",
       "      <td>479140</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>47434860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白</td>\n",
       "      <td>81.7</td>\n",
       "      <td>91249</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>7455043.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄常温酸牛奶200g*16盒 好酸奶不添加 原味酸奶</td>\n",
       "      <td>75.9</td>\n",
       "      <td>1690</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>128271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品</td>\n",
       "      <td>73.1</td>\n",
       "      <td>150474</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>10999649.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 真果粒缤纷礼盒装250g*24包整箱 牛奶饮品</td>\n",
       "      <td>73.1</td>\n",
       "      <td>92380</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>6752978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏有机奶250ml*12盒</td>\n",
       "      <td>68.4</td>\n",
       "      <td>36161</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>2473412.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*12盒整箱 极限挑战定制版（形象随机）</td>\n",
       "      <td>66.0</td>\n",
       "      <td>34048</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>2247168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>特仑苏纯牛奶250ml*12盒*2提</td>\n",
       "      <td>65.0</td>\n",
       "      <td>16890</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>1097850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱</td>\n",
       "      <td>65.0</td>\n",
       "      <td>128094</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>8326110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒整箱</td>\n",
       "      <td>65.0</td>\n",
       "      <td>50730</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>3297450.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                 商品名    价格      销量   品牌  \\\n",
       "17  2017-8-13  蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加  99.0  479140   纯甄   \n",
       "24  2017-8-13       蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白  81.7   91249  特仑苏   \n",
       "4   2017-8-13   蒙牛旗舰店 纯甄常温酸牛奶200g*16盒 好酸奶不添加 原味酸奶  75.9    1690   纯甄   \n",
       "21  2017-8-13          蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品  73.1  150474  真果粒   \n",
       "9   2017-8-13       蒙牛旗舰店 真果粒缤纷礼盒装250g*24包整箱 牛奶饮品  73.1   92380  真果粒   \n",
       "23  2017-8-13               蒙牛旗舰店 特仑苏有机奶250ml*12盒  68.4   36161  特仑苏   \n",
       "35  2017-8-13   蒙牛纯甄风味酸牛奶200g*12盒整箱 极限挑战定制版（形象随机）  66.0   34048   纯甄   \n",
       "37  2017-8-13                  特仑苏纯牛奶250ml*12盒*2提  65.0   16890  特仑苏   \n",
       "11  2017-8-13            蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱  65.0  128094  特仑苏   \n",
       "16  2017-8-13             蒙牛旗舰店 特仑苏纯牛奶250ml*12盒整箱  65.0   50730  特仑苏   \n",
       "\n",
       "           销售额  \n",
       "17  47434860.0  \n",
       "24   7455043.3  \n",
       "4     128271.0  \n",
       "21  10999649.4  \n",
       "9    6752978.0  \n",
       "23   2473412.4  \n",
       "35   2247168.0  \n",
       "37   1097850.0  \n",
       "11   8326110.0  \n",
       "16   3297450.0  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_price.head(10)\n",
    "meng_price.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂营养奶粉400g*4袋</td>\n",
       "      <td>33.8</td>\n",
       "      <td>7712</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>260665.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利女士营养奶粉400g袋装</td>\n",
       "      <td>32.0</td>\n",
       "      <td>380</td>\n",
       "      <td>奶粉</td>\n",
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       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利学生营养奶粉400g</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1535</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>49120.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利中老年营养奶粉400g</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1300</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>41600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利女士营养奶粉400g*4袋</td>\n",
       "      <td>32.0</td>\n",
       "      <td>10304</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>329728.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋</td>\n",
       "      <td>32.0</td>\n",
       "      <td>28484</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>911488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利学生营养奶粉400g*4袋</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2492</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>79744.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂营养奶粉400g</td>\n",
       "      <td>29.8</td>\n",
       "      <td>2562</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>76347.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂甜奶粉400g*4袋早餐必备</td>\n",
       "      <td>23.8</td>\n",
       "      <td>19976</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>475428.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利全脂甜奶粉400g</td>\n",
       "      <td>23.8</td>\n",
       "      <td>259</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>6164.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                         商品名    价格     销量  品牌       销售额\n",
       "11  2017-8-13             伊利全脂营养奶粉400g*4袋  33.8   7712  奶粉  260665.6\n",
       "78  2017-8-13              伊利女士营养奶粉400g袋装  32.0    380  奶粉   12160.0\n",
       "76  2017-8-13                伊利学生营养奶粉400g  32.0   1535  奶粉   49120.0\n",
       "77  2017-8-13               伊利中老年营养奶粉400g  32.0   1300  奶粉   41600.0\n",
       "16  2017-8-13             伊利女士营养奶粉400g*4袋  32.0  10304  奶粉  329728.0\n",
       "14  2017-8-13  【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋  32.0  28484  奶粉  911488.0\n",
       "15  2017-8-13             伊利学生营养奶粉400g*4袋  32.0   2492  奶粉   79744.0\n",
       "79  2017-8-13                伊利全脂营养奶粉400g  29.8   2562  奶粉   76347.6\n",
       "28  2017-8-13          伊利全脂甜奶粉400g*4袋早餐必备  23.8  19976  奶粉  475428.8\n",
       "80  2017-8-13                 伊利全脂甜奶粉400g  23.8    259  奶粉    6164.2"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛真果粒桃果粒牛奶饮品250ml*12盒</td>\n",
       "      <td>37.8</td>\n",
       "      <td>9654</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>364921.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛 新养道零乳糖牛奶低脂型250ml*12盒整箱</td>\n",
       "      <td>36.9</td>\n",
       "      <td>3034</td>\n",
       "      <td>新养道</td>\n",
       "      <td>111954.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱</td>\n",
       "      <td>36.9</td>\n",
       "      <td>185627</td>\n",
       "      <td>新养道</td>\n",
       "      <td>6849636.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛 黑谷谷粒早餐牛奶饮品250ml*12盒整箱 黑豆黑芝麻黑小麦小米</td>\n",
       "      <td>32.4</td>\n",
       "      <td>10810</td>\n",
       "      <td>谷粒</td>\n",
       "      <td>350244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛 红谷谷粒早餐牛奶饮品250ml*12盒整箱 红豆红米小米红高粱</td>\n",
       "      <td>32.4</td>\n",
       "      <td>13174</td>\n",
       "      <td>谷粒</td>\n",
       "      <td>426837.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛黑谷谷粒牛奶饮品250ml*12盒*2箱</td>\n",
       "      <td>32.4</td>\n",
       "      <td>62182</td>\n",
       "      <td>谷粒</td>\n",
       "      <td>2014696.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 红谷谷粒早餐谷物牛奶饮品250ml*12盒*2箱</td>\n",
       "      <td>32.4</td>\n",
       "      <td>59526</td>\n",
       "      <td>谷粒</td>\n",
       "      <td>1928642.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄风味酸牛奶200g*6包</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2704</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>75712.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*6盒*2箱</td>\n",
       "      <td>28.0</td>\n",
       "      <td>297102</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>8318856.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄风味酸牛奶200g*6包*2箱</td>\n",
       "      <td>26.4</td>\n",
       "      <td>8726</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>230366.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                  商品名    价格      销量   品牌  \\\n",
       "5   2017-8-13                蒙牛真果粒桃果粒牛奶饮品250ml*12盒  37.8    9654  真果粒   \n",
       "6   2017-8-13            蒙牛 新养道零乳糖牛奶低脂型250ml*12盒整箱  36.9    3034  新养道   \n",
       "28  2017-8-13         蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱  36.9  185627  新养道   \n",
       "38  2017-8-13  蒙牛 黑谷谷粒早餐牛奶饮品250ml*12盒整箱 黑豆黑芝麻黑小麦小米  32.4   10810   谷粒   \n",
       "1   2017-8-13   蒙牛 红谷谷粒早餐牛奶饮品250ml*12盒整箱 红豆红米小米红高粱  32.4   13174   谷粒   \n",
       "26  2017-8-13               蒙牛黑谷谷粒牛奶饮品250ml*12盒*2箱  32.4   62182   谷粒   \n",
       "19  2017-8-13       蒙牛旗舰店 红谷谷粒早餐谷物牛奶饮品250ml*12盒*2箱  32.4   59526   谷粒   \n",
       "22  2017-8-13                 蒙牛旗舰店 纯甄风味酸牛奶200g*6包  28.0    2704   纯甄   \n",
       "45  2017-8-13                  蒙牛纯甄风味酸牛奶200g*6盒*2箱  28.0  297102   纯甄   \n",
       "31  2017-8-13              蒙牛旗舰店 纯甄风味酸牛奶200g*6包*2箱  26.4    8726   纯甄   \n",
       "\n",
       "          销售额  \n",
       "5    364921.2  \n",
       "6    111954.6  \n",
       "28  6849636.3  \n",
       "38   350244.0  \n",
       "1    426837.6  \n",
       "26  2014696.8  \n",
       "19  1928642.4  \n",
       "22    75712.0  \n",
       "45  8318856.0  \n",
       "31   230366.4  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_price.tail(10)\n",
    "meng_price.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多燕麦牛奶200ml*12盒*2箱谷物早餐奶</td>\n",
       "      <td>44.5</td>\n",
       "      <td>251324</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>11183918.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多红谷谷物牛奶红豆花生奶250ml*12盒*2箱</td>\n",
       "      <td>36.0</td>\n",
       "      <td>77476</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>2789136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶</td>\n",
       "      <td>88.0</td>\n",
       "      <td>65495</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>5763560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶</td>\n",
       "      <td>59.9</td>\n",
       "      <td>62698</td>\n",
       "      <td>拜拜君</td>\n",
       "      <td>3755610.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多黑谷谷物牛奶250ml*12*2箱</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55696</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>2005056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51914</td>\n",
       "      <td>味可滋</td>\n",
       "      <td>3114840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利官方直营 高锌高钙学生奶粉 400g*4袋</td>\n",
       "      <td>36.0</td>\n",
       "      <td>42408</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>1526688.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利安慕希原味酸奶205g*12*1箱</td>\n",
       "      <td>66.0</td>\n",
       "      <td>28817</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>1901922.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利女士高铁高钙奶粉4袋*400g</td>\n",
       "      <td>36.0</td>\n",
       "      <td>28588</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>1029168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋</td>\n",
       "      <td>32.0</td>\n",
       "      <td>28484</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>911488.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                    商品名    价格      销量   品牌  \\\n",
       "30  2017-8-13         【包邮】伊利谷粒多燕麦牛奶200ml*12盒*2箱谷物早餐奶  44.5  251324  谷粒多   \n",
       "37  2017-8-13       【包邮】伊利谷粒多红谷谷物牛奶红豆花生奶250ml*12盒*2箱  36.0   77476  谷粒多   \n",
       "32  2017-8-13      【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶  88.0   65495  安慕希   \n",
       "53  2017-8-13  【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶  59.9   62698  拜拜君   \n",
       "36  2017-8-13             【包邮】伊利谷粒多黑谷谷物牛奶250ml*12*2箱  36.0   55696  谷粒多   \n",
       "21  2017-8-13       【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱  60.0   51914  味可滋   \n",
       "7   2017-8-13                伊利官方直营 高锌高钙学生奶粉 400g*4袋  36.0   42408   奶粉   \n",
       "43  2017-8-13                    伊利安慕希原味酸奶205g*12*1箱  66.0   28817  安慕希   \n",
       "9   2017-8-13                      伊利女士高铁高钙奶粉4袋*400g  36.0   28588   奶粉   \n",
       "14  2017-8-13             【包邮】伊利 中老年营养奶粉 成人奶粉400g*4袋  32.0   28484   奶粉   \n",
       "\n",
       "           销售额  \n",
       "30  11183918.0  \n",
       "37   2789136.0  \n",
       "32   5763560.0  \n",
       "53   3755610.2  \n",
       "36   2005056.0  \n",
       "21   3114840.0  \n",
       "7    1526688.0  \n",
       "43   1901922.0  \n",
       "9    1029168.0  \n",
       "14    911488.0  "
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       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加</td>\n",
       "      <td>99.0</td>\n",
       "      <td>479140</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>47434860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*6盒*2箱</td>\n",
       "      <td>28.0</td>\n",
       "      <td>297102</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>8318856.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯牛奶PURE MILK 250ml*16盒整箱</td>\n",
       "      <td>43.2</td>\n",
       "      <td>208309</td>\n",
       "      <td>蒙牛</td>\n",
       "      <td>8998948.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱</td>\n",
       "      <td>36.9</td>\n",
       "      <td>185627</td>\n",
       "      <td>新养道</td>\n",
       "      <td>6849636.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品</td>\n",
       "      <td>73.1</td>\n",
       "      <td>150474</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>10999649.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯牛奶250ml*16盒整箱 早餐牛奶 好牛奶自然纯</td>\n",
       "      <td>43.2</td>\n",
       "      <td>133024</td>\n",
       "      <td>蒙牛</td>\n",
       "      <td>5746636.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱</td>\n",
       "      <td>65.0</td>\n",
       "      <td>128094</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>8326110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 早餐奶核桃味牛奶250ml*16盒整箱</td>\n",
       "      <td>41.9</td>\n",
       "      <td>127303</td>\n",
       "      <td>早餐奶</td>\n",
       "      <td>5333995.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 早餐奶麦香味250ml*16盒整箱 原麦牛奶</td>\n",
       "      <td>43.9</td>\n",
       "      <td>112621</td>\n",
       "      <td>早餐奶</td>\n",
       "      <td>4944061.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱</td>\n",
       "      <td>57.8</td>\n",
       "      <td>101889</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>5889184.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                 商品名    价格      销量   品牌  \\\n",
       "17  2017-8-13  蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加  99.0  479140   纯甄   \n",
       "45  2017-8-13                 蒙牛纯甄风味酸牛奶200g*6盒*2箱  28.0  297102   纯甄   \n",
       "2   2017-8-13      蒙牛旗舰店 纯牛奶PURE MILK 250ml*16盒整箱  43.2  208309   蒙牛   \n",
       "28  2017-8-13        蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱  36.9  185627  新养道   \n",
       "21  2017-8-13          蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品  73.1  150474  真果粒   \n",
       "13  2017-8-13    蒙牛旗舰店 纯牛奶250ml*16盒整箱 早餐牛奶 好牛奶自然纯  43.2  133024   蒙牛   \n",
       "11  2017-8-13            蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱  65.0  128094  特仑苏   \n",
       "46  2017-8-13           蒙牛旗舰店 早餐奶核桃味牛奶250ml*16盒整箱  41.9  127303  早餐奶   \n",
       "27  2017-8-13        蒙牛旗舰店 早餐奶麦香味250ml*16盒整箱 原麦牛奶  43.9  112621  早餐奶   \n",
       "32  2017-8-13            蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱  57.8  101889  特仑苏   \n",
       "\n",
       "           销售额  \n",
       "17  47434860.0  \n",
       "45   8318856.0  \n",
       "2    8998948.8  \n",
       "28   6849636.3  \n",
       "21  10999649.4  \n",
       "13   5746636.8  \n",
       "11   8326110.0  \n",
       "46   5333995.7  \n",
       "27   4944061.9  \n",
       "32   5889184.2  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_sales_count.head(10)\n",
    "meng_sales_count.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "      <th>销售额</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多燕麦牛奶200ml*12盒*2箱谷物早餐奶</td>\n",
       "      <td>44.5</td>\n",
       "      <td>251324</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>11183918.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶</td>\n",
       "      <td>88.0</td>\n",
       "      <td>65495</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>5763560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶</td>\n",
       "      <td>59.9</td>\n",
       "      <td>62698</td>\n",
       "      <td>拜拜君</td>\n",
       "      <td>3755610.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱</td>\n",
       "      <td>60.0</td>\n",
       "      <td>51914</td>\n",
       "      <td>味可滋</td>\n",
       "      <td>3114840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多红谷谷物牛奶红豆花生奶250ml*12盒*2箱</td>\n",
       "      <td>36.0</td>\n",
       "      <td>77476</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>2789136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利谷粒多黑谷谷物牛奶250ml*12*2箱</td>\n",
       "      <td>36.0</td>\n",
       "      <td>55696</td>\n",
       "      <td>谷粒多</td>\n",
       "      <td>2005056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利安慕希原味酸奶205g*12*1箱</td>\n",
       "      <td>66.0</td>\n",
       "      <td>28817</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>1901922.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 金典有机纯牛奶250ml*12*2箱</td>\n",
       "      <td>76.0</td>\n",
       "      <td>24604</td>\n",
       "      <td>金典</td>\n",
       "      <td>1869904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利味可滋香蕉牛奶240ml*12盒*2箱</td>\n",
       "      <td>60.0</td>\n",
       "      <td>27464</td>\n",
       "      <td>味可滋</td>\n",
       "      <td>1647840.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利官方直营 高锌高钙学生奶粉 400g*4袋</td>\n",
       "      <td>36.0</td>\n",
       "      <td>42408</td>\n",
       "      <td>奶粉</td>\n",
       "      <td>1526688.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                    商品名    价格      销量   品牌  \\\n",
       "30  2017-8-13         【包邮】伊利谷粒多燕麦牛奶200ml*12盒*2箱谷物早餐奶  44.5  251324  谷粒多   \n",
       "32  2017-8-13      【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶  88.0   65495  安慕希   \n",
       "53  2017-8-13  【2件包邮】伊利牛奶 拜拜君 脱脂牛奶 250ml*16盒  0脂肪脱脂奶  59.9   62698  拜拜君   \n",
       "21  2017-8-13       【包邮】伊利 味可滋巧克力牛奶 早餐牛奶240ml*12盒*2箱  60.0   51914  味可滋   \n",
       "37  2017-8-13       【包邮】伊利谷粒多红谷谷物牛奶红豆花生奶250ml*12盒*2箱  36.0   77476  谷粒多   \n",
       "36  2017-8-13             【包邮】伊利谷粒多黑谷谷物牛奶250ml*12*2箱  36.0   55696  谷粒多   \n",
       "43  2017-8-13                    伊利安慕希原味酸奶205g*12*1箱  66.0   28817  安慕希   \n",
       "6   2017-8-13              【包邮】伊利 金典有机纯牛奶250ml*12*2箱  76.0   24604   金典   \n",
       "22  2017-8-13              【包邮】伊利味可滋香蕉牛奶240ml*12盒*2箱  60.0   27464  味可滋   \n",
       "7   2017-8-13                伊利官方直营 高锌高钙学生奶粉 400g*4袋  36.0   42408   奶粉   \n",
       "\n",
       "           销售额  \n",
       "30  11183918.0  \n",
       "32   5763560.0  \n",
       "53   3755610.2  \n",
       "21   3114840.0  \n",
       "37   2789136.0  \n",
       "36   2005056.0  \n",
       "43   1901922.0  \n",
       "6    1869904.0  \n",
       "22   1647840.0  \n",
       "7    1526688.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "      <th>销售额</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加</td>\n",
       "      <td>99.0</td>\n",
       "      <td>479140</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>47434860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品</td>\n",
       "      <td>73.1</td>\n",
       "      <td>150474</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>10999649.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯牛奶PURE MILK 250ml*16盒整箱</td>\n",
       "      <td>43.2</td>\n",
       "      <td>208309</td>\n",
       "      <td>蒙牛</td>\n",
       "      <td>8998948.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱</td>\n",
       "      <td>65.0</td>\n",
       "      <td>128094</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>8326110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*6盒*2箱</td>\n",
       "      <td>28.0</td>\n",
       "      <td>297102</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>8318856.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白</td>\n",
       "      <td>81.7</td>\n",
       "      <td>91249</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>7455043.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱</td>\n",
       "      <td>36.9</td>\n",
       "      <td>185627</td>\n",
       "      <td>新养道</td>\n",
       "      <td>6849636.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 真果粒缤纷礼盒装250g*24包整箱 牛奶饮品</td>\n",
       "      <td>73.1</td>\n",
       "      <td>92380</td>\n",
       "      <td>真果粒</td>\n",
       "      <td>6752978.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱</td>\n",
       "      <td>57.8</td>\n",
       "      <td>101889</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>5889184.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯牛奶250ml*16盒整箱 早餐牛奶 好牛奶自然纯</td>\n",
       "      <td>43.2</td>\n",
       "      <td>133024</td>\n",
       "      <td>蒙牛</td>\n",
       "      <td>5746636.8</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                 商品名    价格      销量   品牌  \\\n",
       "17  2017-8-13  蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加  99.0  479140   纯甄   \n",
       "21  2017-8-13          蒙牛真果粒缤纷礼盒装250g*24包*2提 牛奶饮品  73.1  150474  真果粒   \n",
       "2   2017-8-13      蒙牛旗舰店 纯牛奶PURE MILK 250ml*16盒整箱  43.2  208309   蒙牛   \n",
       "11  2017-8-13            蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱  65.0  128094  特仑苏   \n",
       "45  2017-8-13                 蒙牛纯甄风味酸牛奶200g*6盒*2箱  28.0  297102   纯甄   \n",
       "24  2017-8-13       蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白  81.7   91249  特仑苏   \n",
       "28  2017-8-13        蒙牛旗舰店 新养道零乳糖牛奶低脂型250ml*12盒整箱  36.9  185627  新养道   \n",
       "9   2017-8-13       蒙牛旗舰店 真果粒缤纷礼盒装250g*24包整箱 牛奶饮品  73.1   92380  真果粒   \n",
       "32  2017-8-13            蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱  57.8  101889  特仑苏   \n",
       "13  2017-8-13    蒙牛旗舰店 纯牛奶250ml*16盒整箱 早餐牛奶 好牛奶自然纯  43.2  133024   蒙牛   \n",
       "\n",
       "           销售额  \n",
       "17  47434860.0  \n",
       "21  10999649.4  \n",
       "2    8998948.8  \n",
       "11   8326110.0  \n",
       "45   8318856.0  \n",
       "24   7455043.3  \n",
       "28   6849636.3  \n",
       "9    6752978.0  \n",
       "32   5889184.2  \n",
       "13   5746636.8  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_sales_income.head(10)\n",
    "meng_sales_income.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
       "      <th>销售额</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利】【包邮】金典纯牛奶250ml*16盒2箱</td>\n",
       "      <td>21.675</td>\n",
       "      <td>7608</td>\n",
       "      <td>金典</td>\n",
       "      <td>164903.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利 金典有机纯牛奶250ml*12*2箱</td>\n",
       "      <td>19.000</td>\n",
       "      <td>98416</td>\n",
       "      <td>金典</td>\n",
       "      <td>1869904.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利牛奶金典低脂调制乳250ml*12盒2箱装正品保证</td>\n",
       "      <td>17.000</td>\n",
       "      <td>3976</td>\n",
       "      <td>金典</td>\n",
       "      <td>67592.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【伊利旗舰店】【2件包邮】伊利金典有机纯牛奶250ml*12盒/箱</td>\n",
       "      <td>68.400</td>\n",
       "      <td>14468</td>\n",
       "      <td>金典</td>\n",
       "      <td>989611.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2件包邮】伊利 金典纯牛奶250ml*16*1箱 早餐奶</td>\n",
       "      <td>68.000</td>\n",
       "      <td>18281</td>\n",
       "      <td>金典</td>\n",
       "      <td>1243108.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2件包邮】伊利 金典低脂调制乳牛奶250ml*12盒/箱</td>\n",
       "      <td>61.200</td>\n",
       "      <td>4188</td>\n",
       "      <td>金典</td>\n",
       "      <td>256305.6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                商品名      价格     销量  品牌        销售额\n",
       "3   2017-8-13           【伊利】【包邮】金典纯牛奶250ml*16盒2箱  21.675   7608  金典   164903.4\n",
       "6   2017-8-13          【包邮】伊利 金典有机纯牛奶250ml*12*2箱  19.000  98416  金典  1869904.0\n",
       "10  2017-8-13        伊利牛奶金典低脂调制乳250ml*12盒2箱装正品保证  17.000   3976  金典    67592.0\n",
       "38  2017-8-13  【伊利旗舰店】【2件包邮】伊利金典有机纯牛奶250ml*12盒/箱  68.400  14468  金典   989611.2\n",
       "39  2017-8-13      【2件包邮】伊利 金典纯牛奶250ml*16*1箱 早餐奶  68.000  18281  金典  1243108.0\n",
       "45  2017-8-13      【2件包邮】伊利 金典低脂调制乳牛奶250ml*12盒/箱  61.200   4188  金典   256305.6"
      ]
     },
     "execution_count": 19,
     "metadata": {},
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    },
    {
     "data": {
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       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>品牌</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】伊利安慕希常温酸奶蓝莓味8*205g*2箱</td>\n",
       "      <td>11.6</td>\n",
       "      <td>92656</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>1074809.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【包邮】安慕希常温酸奶香草味8*205g*2箱</td>\n",
       "      <td>11.0</td>\n",
       "      <td>57616</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>633776.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶</td>\n",
       "      <td>88.0</td>\n",
       "      <td>65495</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>5763560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利安慕希原味酸奶205g*12*1箱</td>\n",
       "      <td>66.0</td>\n",
       "      <td>28817</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>1901922.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>伊利安慕希常温酸奶蓝莓味8*205g*1箱</td>\n",
       "      <td>46.4</td>\n",
       "      <td>2489</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>115489.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>安慕希常温酸奶香草味8*205g*1箱</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1439</td>\n",
       "      <td>安慕希</td>\n",
       "      <td>63316.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
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       "           时间                                商品名    价格     销量   品牌        销售额\n",
       "29  2017-8-13          【包邮】伊利安慕希常温酸奶蓝莓味8*205g*2箱  11.6  92656  安慕希  1074809.6\n",
       "31  2017-8-13            【包邮】安慕希常温酸奶香草味8*205g*2箱  11.0  57616  安慕希   633776.0\n",
       "32  2017-8-13  【2提包邮】伊利 安慕希酸奶原味酸奶16*205g*1箱 早餐牛奶  88.0  65495  安慕希  5763560.0\n",
       "43  2017-8-13                伊利安慕希原味酸奶205g*12*1箱  66.0  28817  安慕希  1901922.0\n",
       "65  2017-8-13              伊利安慕希常温酸奶蓝莓味8*205g*1箱  46.4   2489  安慕希   115489.6\n",
       "66  2017-8-13                安慕希常温酸奶香草味8*205g*1箱  44.0   1439  安慕希    63316.0"
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       "      <th>时间</th>\n",
       "      <th>商品名</th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛特仑苏纯牛奶250ml×8包整箱 醇香新贵族 贵在优蛋白</td>\n",
       "      <td>42.80</td>\n",
       "      <td>19390</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>829892.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏低脂牛奶250ml*12盒</td>\n",
       "      <td>61.20</td>\n",
       "      <td>27686</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>1694383.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱</td>\n",
       "      <td>16.25</td>\n",
       "      <td>512376</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>8326110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏纯牛奶250ml*12盒整箱</td>\n",
       "      <td>65.00</td>\n",
       "      <td>50730</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>3297450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏有机奶250ml*12盒</td>\n",
       "      <td>68.40</td>\n",
       "      <td>36161</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>2473412.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白</td>\n",
       "      <td>81.70</td>\n",
       "      <td>91249</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>7455043.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱</td>\n",
       "      <td>57.80</td>\n",
       "      <td>101889</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>5889184.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>特仑苏纯牛奶250ml*8盒*2提 共16盒</td>\n",
       "      <td>10.70</td>\n",
       "      <td>148792</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>1592074.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>特仑苏纯牛奶250ml*12盒*2提</td>\n",
       "      <td>16.25</td>\n",
       "      <td>67560</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>1097850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛特仑苏低脂牛奶250ml*12盒</td>\n",
       "      <td>61.20</td>\n",
       "      <td>51012</td>\n",
       "      <td>特仑苏</td>\n",
       "      <td>3121934.4</td>\n",
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      ],
      "text/plain": [
       "           时间                             商品名     价格      销量   品牌        销售额\n",
       "3   2017-8-13  蒙牛特仑苏纯牛奶250ml×8包整箱 醇香新贵族 贵在优蛋白  42.80   19390  特仑苏   829892.0\n",
       "8   2017-8-13          蒙牛旗舰店 特仑苏低脂牛奶250ml*12盒  61.20   27686  特仑苏  1694383.2\n",
       "11  2017-8-13        蒙牛旗舰店 特仑苏纯牛奶250ml*12盒*2箱  16.25  512376  特仑苏  8326110.0\n",
       "16  2017-8-13         蒙牛旗舰店 特仑苏纯牛奶250ml*12盒整箱  65.00   50730  特仑苏  3297450.0\n",
       "23  2017-8-13           蒙牛旗舰店 特仑苏有机奶250ml*12盒  68.40   36161  特仑苏  2473412.4\n",
       "24  2017-8-13   蒙牛特仑苏纯牛奶250ml*16包 醇香新贵族 贵在优蛋白  81.70   91249  特仑苏  7455043.3\n",
       "32  2017-8-13        蒙牛旗舰店 特仑苏醇纤牛奶250ml*12盒整箱  57.80  101889  特仑苏  5889184.2\n",
       "34  2017-8-13          特仑苏纯牛奶250ml*8盒*2提 共16盒  10.70  148792  特仑苏  1592074.4\n",
       "37  2017-8-13              特仑苏纯牛奶250ml*12盒*2提  16.25   67560  特仑苏  1097850.0\n",
       "40  2017-8-13              蒙牛特仑苏低脂牛奶250ml*12盒  61.20   51012  特仑苏  3121934.4"
      ]
     },
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       "      <th>时间</th>\n",
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       "      <th>价格</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄常温酸牛奶200g*16盒 好酸奶不添加 原味酸奶</td>\n",
       "      <td>75.9</td>\n",
       "      <td>1690</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>128271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加</td>\n",
       "      <td>99.0</td>\n",
       "      <td>479140</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>47434860.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>【变5定制】蒙牛纯甄风味酸牛奶200g*12盒整箱 经典原味酸奶</td>\n",
       "      <td>59.4</td>\n",
       "      <td>472</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>28036.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄风味酸牛奶200g*6包</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2704</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>75712.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛旗舰店 纯甄风味酸牛奶200g*6包*2箱</td>\n",
       "      <td>6.6</td>\n",
       "      <td>34904</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>230366.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*12盒整箱 极限挑战定制版（形象随机）</td>\n",
       "      <td>66.0</td>\n",
       "      <td>34048</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>2247168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2017-8-13</td>\n",
       "      <td>蒙牛纯甄风味酸牛奶200g*6盒*2箱</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1188408</td>\n",
       "      <td>纯甄</td>\n",
       "      <td>8318856.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           时间                                 商品名    价格       销量  品牌  \\\n",
       "4   2017-8-13   蒙牛旗舰店 纯甄常温酸牛奶200g*16盒 好酸奶不添加 原味酸奶  75.9     1690  纯甄   \n",
       "17  2017-8-13  蒙牛纯甄风味酸牛奶200g*24盒整箱 经典原味酸奶 好味道 不添加  99.0   479140  纯甄   \n",
       "18  2017-8-13    【变5定制】蒙牛纯甄风味酸牛奶200g*12盒整箱 经典原味酸奶  59.4      472  纯甄   \n",
       "22  2017-8-13                蒙牛旗舰店 纯甄风味酸牛奶200g*6包  28.0     2704  纯甄   \n",
       "31  2017-8-13             蒙牛旗舰店 纯甄风味酸牛奶200g*6包*2箱   6.6    34904  纯甄   \n",
       "35  2017-8-13   蒙牛纯甄风味酸牛奶200g*12盒整箱 极限挑战定制版（形象随机）  66.0    34048  纯甄   \n",
       "45  2017-8-13                 蒙牛纯甄风味酸牛奶200g*6盒*2箱   7.0  1188408  纯甄   \n",
       "\n",
       "           销售额  \n",
       "4     128271.0  \n",
       "17  47434860.0  \n",
       "18     28036.8  \n",
       "22     75712.0  \n",
       "31    230366.4  \n",
       "35   2247168.0  \n",
       "45   8318856.0  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_0813[yili_0813['品牌']=='金典']\n",
    "yili_0813[yili_0813['品牌']=='安慕希']\n",
    "meng_0813[meng_0813['品牌']=='特仑苏']\n",
    "meng_0813[meng_0813['品牌']=='纯甄']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>品牌</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>谷粒多</th>\n",
       "      <td>211.500</td>\n",
       "      <td>1626048</td>\n",
       "      <td>18338839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安慕希</th>\n",
       "      <td>267.000</td>\n",
       "      <td>248512</td>\n",
       "      <td>9552873.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奶粉</th>\n",
       "      <td>1172.325</td>\n",
       "      <td>2931401</td>\n",
       "      <td>8354301.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>味可滋</th>\n",
       "      <td>375.000</td>\n",
       "      <td>346988</td>\n",
       "      <td>5758320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金典</th>\n",
       "      <td>255.275</td>\n",
       "      <td>146937</td>\n",
       "      <td>4591424.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>拜拜君</th>\n",
       "      <td>139.800</td>\n",
       "      <td>84672</td>\n",
       "      <td>4349503.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>舒化</th>\n",
       "      <td>297.000</td>\n",
       "      <td>220058</td>\n",
       "      <td>3912427.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QQ星</th>\n",
       "      <td>343.600</td>\n",
       "      <td>42068</td>\n",
       "      <td>1942897.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无菌砖</th>\n",
       "      <td>112.800</td>\n",
       "      <td>27084</td>\n",
       "      <td>1385224.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>畅意</th>\n",
       "      <td>110.025</td>\n",
       "      <td>41403</td>\n",
       "      <td>1084553.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>优酸乳</th>\n",
       "      <td>60.000</td>\n",
       "      <td>3265</td>\n",
       "      <td>195900.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           价格       销量         销售额\n",
       "品牌                                \n",
       "谷粒多   211.500  1626048  18338839.0\n",
       "安慕希   267.000   248512   9552873.2\n",
       "奶粉   1172.325  2931401   8354301.2\n",
       "味可滋   375.000   346988   5758320.0\n",
       "金典    255.275   146937   4591424.2\n",
       "拜拜君   139.800    84672   4349503.2\n",
       "舒化    297.000   220058   3912427.2\n",
       "QQ星   343.600    42068   1942897.4\n",
       "无菌砖   112.800    27084   1385224.8\n",
       "畅意    110.025    41403   1084553.1\n",
       "优酸乳    60.000     3265    195900.0"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>品牌</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>纯甄</th>\n",
       "      <td>341.9000</td>\n",
       "      <td>1741366</td>\n",
       "      <td>58463270.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>特仑苏</th>\n",
       "      <td>481.3000</td>\n",
       "      <td>1106845</td>\n",
       "      <td>35777333.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>真果粒</th>\n",
       "      <td>166.9750</td>\n",
       "      <td>719355</td>\n",
       "      <td>18700613.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蒙牛</th>\n",
       "      <td>238.5000</td>\n",
       "      <td>423290</td>\n",
       "      <td>18562290.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>早餐奶</th>\n",
       "      <td>127.7000</td>\n",
       "      <td>285767</td>\n",
       "      <td>12198879.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新养道</th>\n",
       "      <td>126.0375</td>\n",
       "      <td>204318</td>\n",
       "      <td>7557184.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>谷粒</th>\n",
       "      <td>129.0000</td>\n",
       "      <td>512286</td>\n",
       "      <td>4790980.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奶特</th>\n",
       "      <td>150.0000</td>\n",
       "      <td>54742</td>\n",
       "      <td>2737100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甜小嗨</th>\n",
       "      <td>152.7000</td>\n",
       "      <td>23285</td>\n",
       "      <td>1184115.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>酸酸乳</th>\n",
       "      <td>79.8000</td>\n",
       "      <td>23540</td>\n",
       "      <td>939246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>精选牧场</th>\n",
       "      <td>91.8000</td>\n",
       "      <td>16871</td>\n",
       "      <td>774378.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            价格       销量         销售额\n",
       "品牌                                 \n",
       "纯甄    341.9000  1741366  58463270.2\n",
       "特仑苏   481.3000  1106845  35777333.9\n",
       "真果粒   166.9750   719355  18700613.6\n",
       "蒙牛    238.5000   423290  18562290.3\n",
       "早餐奶   127.7000   285767  12198879.3\n",
       "新养道   126.0375   204318   7557184.5\n",
       "谷粒    129.0000   512286   4790980.8\n",
       "奶特    150.0000    54742   2737100.0\n",
       "甜小嗨   152.7000    23285   1184115.5\n",
       "酸酸乳    79.8000    23540    939246.0\n",
       "精选牧场   91.8000    16871    774378.9"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_0813.groupby('品牌').sum().sort_values(by='销售额', ascending=False)\n",
    "meng_0813.groupby('品牌').sum().sort_values(by='销售额', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x230432e7cc0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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dn1OOiIilNewatLYXSDoSuLzZ9W5gV0lbAFcAhwC/lrRPc/xo218BviNpbeB+4NCB6p2I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\naV1YKcoHRWsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x23042e92278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yili_0813.groupby('品牌').销售额.sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x273bf625860>"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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schH+S5m1O/W1ZBt7Z5uoWqsLnkrO9NyL2RP0c8haUo3a9ifJE8YLI+JmSTPJ\nFe/OKn0HrmWPDQObXLNAJe0y7vvrZNI+hExgB5OTejYgF3Nan2znrWGJzhjO8nMJ5apz1Rds4pm7\nBC1HH3YJImfjnU7Oxju9xLq5c4LoQ0ck5N6Mm5efna2g/kZu5vy8yD0UeyYiPqdcnvOAcgV3b0R8\nVdKPyB3Zl605pNT6ZtjJNZKejNwModqJeYFK2mV6+I4lWRxJ7miyZ/ly/ZUczXFExSJcQ46P/n35\neQ3w0rn+j97o3iXoa+QQpSuAxSLiTxXj3koOp/wZ2VSyEPBzSa8ut6tNQOjSWayoezGul5CrK+5E\n1ox6RrnRwVbk2tnLAv9QLsMLeYVRbVSB9VVncs325f7Okl5DHybXLFBJu8upEfENSZ0ZeWeTsxQP\nJBfIryK6lszsJqnqrjGlNvnVIQ9X6YgbYmpEPCLpmoj4B4CkbzNrdcMTK8a+k1wKdbbNdCW9jFx3\nZavZ/tf8O51sw39S0teAxcjRSZ1x+TtViGn9NzUizil9NCuTFTHIoYBvJec+VLHAzYg0q0nSJuTl\ncmfjiVeTI5U6X7QDgTd5nLbNqwW1pm1Wy1NkH8mOZBv20WTTm8jx4Xc6Ydv8cNI2660JZM16MXJU\nkshLZZETMR4ZXNFsLHDSNuutKWTiXoNc3W5orfqMvpfIxpRB7lxjNhYdTK4tcyO5FK/IFeAWKber\n7NBtCw53RJr1kKQNyIkX65JjwmeSwzqf3qk8ImotVGULADePmPXW38kOx9PJfQJPlrQzsEz0eCNh\nWzC5pm3WQ8q9OJcj17EZD5xL7oh0FKV9OyK+O7ACWvNc0zbrrfvIkSOPkKNHXl7urwhcP8By2Rjh\njkiz3rqVXL/me8AFEfF+coLNqsBKndUOzeaVm0fMzBrimraZWUOctM3MGuKkbQs8SUsNugxmo+U2\nbRszJH0A2Ae4d8hTq5HTyx8CtimP/SQiriz/71LgNRHhHWXsX56H/NlYc0hEnNT9gKTPDvdCSWeS\n+zeuCVwkaSVgjz5u7Gz2rLl5xBZ0hwG/AY4BLhpwWcxG5Jq2jSVPAPtLet+Qx1cCOrXn3YDbyEkv\nj5XnliNr3OP7Ukqz+eCkbWNGRJwAnDCn5yVtDpwUEZ8t988k93FchtygdYk+FNNsvrgj0saEsijT\np8lOyBWBQ8hZiDuSm7C+APgfYG9y5b33kOtdH0hOOZ8ITAV+FBFV9+w0mx9O2jYmlKS9cEScJGm3\n8vCqwOXl5rq8AAAAq0lEQVQRcbGkTwLTgA3JZpE/kBuyvhLYD/hmRLy9/yU3e3bcPGJjySKSFic3\nHHhimOfXI9uzVwbeCGxaHj8HWFvS5cBdEfGOPpTVbJ64pm1jQqlpfxK4m+xcPIysab8VeJBs/lgM\n2Ah4J3BTREwt/3dpsq3bNW37l+ekbQsMSfJO6NY6J20zs4Z4co2ZWUOctM3MGuKkbWbWECdtM7OG\nOGmbmTXESdvMrCH/H9rQTccx2a/2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x273bda21908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meng_0813.groupby('品牌').销售额.sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>品牌</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>奶粉</th>\n",
       "      <td>1172.325</td>\n",
       "      <td>2931401</td>\n",
       "      <td>8354301.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>谷粒多</th>\n",
       "      <td>211.500</td>\n",
       "      <td>1626048</td>\n",
       "      <td>18338839.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>味可滋</th>\n",
       "      <td>375.000</td>\n",
       "      <td>346988</td>\n",
       "      <td>5758320.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安慕希</th>\n",
       "      <td>267.000</td>\n",
       "      <td>248512</td>\n",
       "      <td>9552873.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>舒化</th>\n",
       "      <td>297.000</td>\n",
       "      <td>220058</td>\n",
       "      <td>3912427.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>金典</th>\n",
       "      <td>255.275</td>\n",
       "      <td>146937</td>\n",
       "      <td>4591424.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>拜拜君</th>\n",
       "      <td>139.800</td>\n",
       "      <td>84672</td>\n",
       "      <td>4349503.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QQ星</th>\n",
       "      <td>343.600</td>\n",
       "      <td>42068</td>\n",
       "      <td>1942897.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>畅意</th>\n",
       "      <td>110.025</td>\n",
       "      <td>41403</td>\n",
       "      <td>1084553.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>无菌砖</th>\n",
       "      <td>112.800</td>\n",
       "      <td>27084</td>\n",
       "      <td>1385224.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>优酸乳</th>\n",
       "      <td>60.000</td>\n",
       "      <td>3265</td>\n",
       "      <td>195900.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           价格       销量         销售额\n",
       "品牌                                \n",
       "奶粉   1172.325  2931401   8354301.2\n",
       "谷粒多   211.500  1626048  18338839.0\n",
       "味可滋   375.000   346988   5758320.0\n",
       "安慕希   267.000   248512   9552873.2\n",
       "舒化    297.000   220058   3912427.2\n",
       "金典    255.275   146937   4591424.2\n",
       "拜拜君   139.800    84672   4349503.2\n",
       "QQ星   343.600    42068   1942897.4\n",
       "畅意    110.025    41403   1084553.1\n",
       "无菌砖   112.800    27084   1385224.8\n",
       "优酸乳    60.000     3265    195900.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>价格</th>\n",
       "      <th>销量</th>\n",
       "      <th>销售额</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>品牌</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>纯甄</th>\n",
       "      <td>341.9000</td>\n",
       "      <td>1741366</td>\n",
       "      <td>58463270.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>特仑苏</th>\n",
       "      <td>481.3000</td>\n",
       "      <td>1106845</td>\n",
       "      <td>35777333.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>真果粒</th>\n",
       "      <td>166.9750</td>\n",
       "      <td>719355</td>\n",
       "      <td>18700613.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>谷粒</th>\n",
       "      <td>129.0000</td>\n",
       "      <td>512286</td>\n",
       "      <td>4790980.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蒙牛</th>\n",
       "      <td>238.5000</td>\n",
       "      <td>423290</td>\n",
       "      <td>18562290.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>早餐奶</th>\n",
       "      <td>127.7000</td>\n",
       "      <td>285767</td>\n",
       "      <td>12198879.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新养道</th>\n",
       "      <td>126.0375</td>\n",
       "      <td>204318</td>\n",
       "      <td>7557184.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>奶特</th>\n",
       "      <td>150.0000</td>\n",
       "      <td>54742</td>\n",
       "      <td>2737100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>酸酸乳</th>\n",
       "      <td>79.8000</td>\n",
       "      <td>23540</td>\n",
       "      <td>939246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甜小嗨</th>\n",
       "      <td>152.7000</td>\n",
       "      <td>23285</td>\n",
       "      <td>1184115.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>精选牧场</th>\n",
       "      <td>91.8000</td>\n",
       "      <td>16871</td>\n",
       "      <td>774378.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            价格       销量         销售额\n",
       "品牌                                 \n",
       "纯甄    341.9000  1741366  58463270.2\n",
       "特仑苏   481.3000  1106845  35777333.9\n",
       "真果粒   166.9750   719355  18700613.6\n",
       "谷粒    129.0000   512286   4790980.8\n",
       "蒙牛    238.5000   423290  18562290.3\n",
       "早餐奶   127.7000   285767  12198879.3\n",
       "新养道   126.0375   204318   7557184.5\n",
       "奶特    150.0000    54742   2737100.0\n",
       "酸酸乳    79.8000    23540    939246.0\n",
       "甜小嗨   152.7000    23285   1184115.5\n",
       "精选牧场   91.8000    16871    774378.9"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yili_0813.groupby('品牌').sum().sort_values(by='销量', ascending=False)\n",
    "meng_0813.groupby('品牌').sum().sort_values(by='销量', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x23043436518>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jynEOAi4q25cB48v2/sDUsn05MF5SG7BlRNwUESvLcRr7m5lZD6vaBDQKmN/09SJg8w7i\ni9vHI2IZsEzSpmSNZH7zMUp8eUQsb3fskcCCDsp8BUnHS5otafaSJUsqvj0zM+tM1QTSn2zaalgF\nrKwYj24e4xUi4sKIGBsRY9va2tb4jZmZWddUTSCPASOavh4JLOwgvgVZU3g5Lmkg0CcingEeL/s0\nH2MJMERS/06O3YibmVkvqJpAZgCHSRok6e3AZsD9JX60pD6S9gIeioilJT6hfO8RwPVNxzm2bE8A\npkfEKuBO4PASP6bEFwDPSdpdUh/gSGB6xfM3M7Nu6tvZDpIGA78BBgMDJO0OfAK4EpgHrACOi4iQ\ndC2wG/AI8CSrk8D5wKWSFpbXDi3xM4GrJC0C5jTtP7HEzwJuBq4q8aPJzvYhZGf9zIrv28zMuqnT\nBBIRzwLbdPDSHcDZ7fZdRV78J7aLrwA+2sGxlwJ7dxD/I7BTB/FfA3/b2TmbmVn9PBHPzMwqcQIx\nM7NKnEDMzKwSJxAzM6vECcTMzCpxAjEzs0qcQMzMrBInEDMzq8QJxMzMKnECMTOzSpxAzMysEicQ\nMzOrxAnEzMwqcQIxM7NKnEDMzKwSJxAzM6vECcTMzCpxAjEzs0qcQMzMrBInEDMzq8QJxMzMKnEC\nMTOzSpxAzMysEicQMzOrxAnEzMwqcQIxM7NKupVAJD0q6eHyuKfETpK0QNKDkvZp2neypEWSHpA0\npsT6SpoqabGkWZK2LPHBkm4s8VslDS3xEZJmSloo6WpJA7pz/mZmVl23ayARsU15/L2krYETge2B\nA4FLJPWTtAewCzAaOAW4pHz7UcAAYGSJnVfipwLzImIEcB9wRomfA0yLiFHAS8AJ3T1/MzOrptVN\nWAcC10TEsxHxO+BRYAxwEDA1Il6KiNuANknDS/ziiAhgGjCuHOcg4KKyfRkwvmzvD0wt25c3xc3M\nrId1N4Esl/SH0vy0NzAKmN/0+iJg8w7ii9vHI2IZsEzSpmSNZH7zMUp8eUQsb3fsV5B0vKTZkmYv\nWbKkm2/PzMxeTbcSSES8LSK2JpucpgH9gVVNu6wCVlaMRxf3bX9OF0bE2IgY29bWVv3NmZnZa2pJ\nE1ZE3EM2Vz0GjGh6aSSwsIP4FmQN4uW4pIFAn4h4Bni87NN8jCXAEEn928XNzKwXVE4gkjaWtHnZ\nfhfZnHQ7cJikQZLeDmwG3A/MAI6W1EfSXsBDEbG0xCeUQx4BXF+2ZwDHlu0JwPSIWAXcCRxe4scA\n06uev5mZdU/fbnzvIOAuSX2Ap4EjIuIXkq4E5gErgOMiIiRdC+wGPAI8yeokcD5wqaSF5bVDS/xM\n4CpJi4A5TftPLPGzgJuBq7px/mZm1g2VE0hELAG27SB+NnB2u9gq8uI/sV18BfDRDo6xFNi7g/gf\ngZ2qnrOZmbWOZ6KbmVklTiBmZlaJE4iZmVXiBGJmZpU4gZiZWSXdGcZr66DRk2ZU/t5HJ+/XwjMx\ns3WdayBmZlaJE4iZmVXiBGJmZpU4gZiZWSVOIGZmVokTiJmZVeJhvLbe89Bls3q4BmJmZpW4BmJm\n67zu1DLBNc2qXAMxM7NKnEDMzKwSJxAzM6vECcTMzCpxJ7qZ2TpobRg44BqImZlV4gRiZmaVOIGY\nmVklTiBmZlaJO9HNauI1uGx95xqImZlV4gRiZmaVrHNNWJIOAc4FVgJnR8QPqh7LTQxmreX/qQ3L\nOpVAJA0GvgHsRCaQ+yXdEBFLevfMzNYuvpBbT1jXmrD2Bu6KiMUR8Tjwc2DPXj4nM7MNkiKit8+h\nyySdDAyLiC+Wr78GPBYR5zXtczxwfPlyO+DBbhQ5DHiiG9/vctf+sv2eN4yyN7Ryu1v2WyKirbOd\n1qkmLKA/sKrp61VkU9bLIuJC4MJWFCZpdkSMbcWxXO7aWbbf84ZR9oZWbk+Vva41YT0GjGj6eiSw\nsJfOxcxsg7auJZBbgb0lvVHScOB9JWZmZj1snWrCiojHJX0R+GUJ/XNEPFdjkS1pCnO5a3XZfs8b\nRtkbWrk9UvY61YluZmZrj3WtCcvMzNYSTiBmZlaJE4iZmVXiBPIaJH1S0haSNpN0dw+V+TpJP5d0\ntaTday7rm+V5+3bxcZKukfSGGsseUiZ99gpJ3+6FMi/p6TJLufs2ly/pnT1Q5sjyPKmD106R9P4a\ny35PB7HrJN0o6R/qKreDMj8kabOeKq+D8r9bnveV9OY6ylinRmHVSdITwP8BLwKjgPcChwPPA/N7\n6jwi4nlJewJvBa4G/q7VZUh6CzkJ852S+gK7lgvqBcBzwJnAQRHxdKvLLuXvD5wOfE7SXeTP/CXg\naeCGiLiyhjI3BQYBbwIOBt5V4tcCUcq/LCKqLyL16mVfAAgYX7bnAZsCby/xiIjDW11uk0nAT8m/\nKYD/kvS1iDhD0qHAPRHxfy0u83JgD2C7sgDqyBJvI3/e97a4vGZHSjoRODYiGhONPwq8DbgKuK6u\ngiU9COwUEU8BpwErJH04IpbVVWYp9xfk/88byrOAN0gScBb5u2g510BW+x/g34AvAL+PiD/21olE\nDo37X/KPoA5DgGnkBeUWoB+ZrD4EHAf8BhjY6kIlvV7Sr8j5Ox+OiLuAVRExDtgHOIlMXnV4M3kh\nPRi4qyn+JmAC8HnyH74O7wC+CywmL+SDyX/oTwOfATavqdxX8yugn6TvAZ+lnqU2JOmzZfuTZPLu\nR77vIUBtM6Qj4jPAw8BlTbHlEfFr8uJapwHA2U1ffwOovGL4GlBE7AtsFBH7RsQ+5PXjH4BbI+Iv\ndRTqGkjX1DLWWdI95djq4Lk/eXFvuYiYW2o5s4BxwKFk4vwS8AtgCrAN0NIkGhF/lbRnRDzbFB4g\n6Y0R8WfgcUl/aGWZTWXPlbQNsBn5Pk8vL70UEU9LWsErE0srPRcR8yQ9BzwEvKWc01IASS/WVC6S\nbgHe1K7ZKiJikqS5wAkR8UJNxb+OTBoB/JqszY8na7pTqSGJNDXVXA6cK+lLpSyAjcmaX50WAK8r\nNSAi4mZJe0g6ICL+s44CJZ0DjJJ0NjCyPDccCvy/OsoFJ5BXI0m3AzuSn0xfIKuGrXYu8GRE/FLS\neLJa/x7gVxHxTA3lNfsnyCuJpHeQkzNnkZ/UXw98BLithnIPKP9cV0bEBWSTxnckbUU2IY2vocyG\nacCuEbFS0o6SfgBsW54byXt9cwT5d3UC2WT5A/Lvexfy7+yXr/ndFUjaDhgZEV+VdGm7l/uQt2Oo\n6+/7++W58UHsKPIiuoBspjy3pnKR9PpS7sXAPaxet+8K4MdALQmEbD3YB/gRsF/5WsDuwEejxsl+\nTiAdi4jYs9QQLiX7QOpoWvk48LvyKWk74OZS1vPkH2AtSh/EG4C/SppOVrP3Iy+ws4BTyaXzWy4i\npkm6BvhsubicFxHnS+oHnC3pKxHxpTrKBoYCIySdQTYRfhnYoTyvlyJiiaSbImJiGSzxLfLn8Dvy\n91yH9wMrXuW14WQTaS19PqXp5mWSdgC+1z5ek+nl+X/IvsQ7JR0M7AX8QtLeEVFHq8Iw8lo+tDwP\no77m71dwH0jv2oT8tPJD4ClyYchdgWMkfULSTnUUGhE3RsRXyU9Ix5PNCoeQzVh3Ad8GtqqjbEk7\nAzPIZfYfAf69LMv/NxFxKjmQoS67kp9CZ5H9P9sAKyJifuNRU7ljJd1JduJ+jvy9I6mfpNdR4/+h\npA+z+sPIRcAZwKfIT+oXSprY6jLLXUKfkHQMWeNo9jpgazKRtFxjxFnTufyWvPFcywejdOAH5EX8\nSLI28Evgn8lWjG+QfW11eCfZPPeu8vzO8hBwjaQ31VSuayBN3kReYJ4hRy/cQnaI1ekNZBV7Btm5\ndy5Z+9izPP+I0l7eapL+Hrg0Ip6SdC75x9+f7GC9l9WjZlrtPcAd5KeyHYHR5CemD0j6QE1lImkA\n2bzwc/If649kp/lbS7MOwAPN95ZpodkR8cEyUuZWsjP/zcBNwLPlUZe+wJ6SGr/Tr5K1D5F9bOfX\nWPYW5O0WRNawXyST51Dg6FYXVn7HB5c+gRvIpmeAJ4H9S82biPhKq8sux50uaTdgETlY4iIyUX+u\n9DltWVO535B0cHn+SEQ0hud/hOwLOo1MZC3nGshqXyYvbHPK9j+SVe1x5CeJOqqEg8hPhxPJURSr\ngEuAlRFxOfDnGspsDOP9OnCLpPcCP46IBeQn0/vJNtsPliG+rfZb8oL5NNAY2vg3ZL/LvPKowxvJ\nJoZfk6PAngUOIJsb5pCfzC+vqezGgp8vkH9TF5N/V33JTuwDayq3YRlZuzwG+B7wH+WxNfnJuBYR\n0ejMvZzVieMyslbyuxrKWxERHyfb/kXW9kT+fuc2Pep0OvCJiHiYfM//Cbxb0kbAgrqSCPC0pJ8C\nf5H0U0k3kU3xNwC7SRpaS6kR4cdrPMihrRsBu9Vw7DPIIZ4DgUOa4v9enjeq6T31AzYv218Ctmj3\n+nbAxJrKfhswmaxun0xe1A4n+yS+UNd7bip/IDnP56vl682Ab/TQ39J55MVzk/L1+4B/qrnMMeS8\nBMgL2tnAET3wXkeW588DBwHHks2k+5e/uc/UVO4kYFDZPoOsfdxI3sm09t9xKfct5fkj5JDlxqK1\n2za26yoX+FbT118pz6c1/t9b/fBqvE0kDSPH5v8t2T9wP3BRRPy5TMj5bURs/1rHqFDmeLIjdw7Z\nxDA9IlaU1z4WEdNaWV5TuddFRI/Nym0q93Nks8aNZLPZd8mL+mBgS+AdEbF7TWV/NcrtkJtiXweu\nBNoi4mc1lXtMREyVtGtE3N3oTJX0w6h3AmFj1vmmZNNk+/4IAKKGEX+SHgH2iIhHlas4fJP8HQ8l\nL3Q7RcTONZT7ODlU+hBgX+Bx4PaIeL7VZb1K+YdExDWv8to3I+KUGsv+N2BuRFwh6QZgUuTw8Xsj\n4n11lOk+kELSWLJafynZdhnAzsBM5fIHT5H9Eq0s81Nkh9ul5KeEa8jRGjeQa/mPIUdG1WGEpF1f\n5bVVZLKsY/LRh8kayKnkJ8UfNr9Y5ibU5T2ln6UxIucZsgb4KHCXpBERsbiGco8l5yKcRfazfZHs\nfxhVQ1ntDSU7rO8F2s+xETli6o01lLsS+F7p1BbZgfw/wPcj4o+Sfl1DmZA12c+QP98B5O/40/n5\njyAn1dW5jM2nJS0FzgH+C7idTGDPkB3btSjD4N9K9iteQfYrflbS7+sqE5xAmp0HHBMRdzbFbilD\neb9Djh5p2RjyMsLqWrJN/O+ATwC7kNX7jchPUXWPHPkHOu7b2YS80L21g9e6S5ETql5tTPyfaiiz\nYRA5PPkBsqZ5M/k/sDM5N+Ffayp3uKRjyQl9zc9vLM9Ejlyqw1CyGWUp+Yn0IUkzyP6ubctrdVhE\nfjD6MnnhPpL8ezpX0n+TcxXq8lZypN395G2wbyrxfuQghloSSOnf6BMRP5P0c7Il4/3kSMOBpfw6\nyh1Efij7OPCTEo6ImCDpQ+SHtlo4gaw2ul3yACAibpf0I7I98UctLG8jssP8anJEzjjgRLITeSV5\ngTuY/CRTh3it6rSk30pS1NDGWSZpQl5YXqDUAIDrIuKDrS6vyebk0N2byI7lpeTIs2+TzR1bk4m7\n1YL8nbZ/pum5LkeweoLkN8g+vf5kjfd0apw8GRE/krQHOUhiCvk3/3myBrhNTcXOB2ZFxH9I+jjw\nQlPz1fOSalsHi5wrNgAgckDMXGBu6dxeRH23374MODkinpA0vLRsvKk8i6yN1MIJZLVVkvpHu2Ud\nygS3FyLiO60sLCLuLZOMfkDO/9iN/BTxHuD50mY+uaNzarWmYawAD0bEucDSOpIHQETs2VR2X3Io\n74eAuyV9NyKuqKNcsgmnuekkyAlvw8l5KXVN3vxzRFwm6biOnmsqs+Hb5Ps7jlwq5nDg3eQoqPfW\nWO7U0m/4WXL47kTy93wRWdOrq2nlZOA/JV0SERdLmgr8VK9c3qMWEXGMpHskbUvW8P6GvMbOJ38O\ndXmOHMUI+YHkabIZ+i9kAqntQ4qH8a72E7LNtn8jIKkP2bR1bU1lfp8cgfQ4+Yn4RPLT4RjlUusj\nakwezU1XO5LJ62vkjHQi4tX6R7prV0kfk/SL8snsHPLCMotsM36XpDra5DuyM1nr+HvyovqrVhdQ\nEuQN5ctfiZAwAAAJa0lEQVRPlSHUn5f0PuC+VpfXgWB1LeP/yPfbn/ykXNty/SUx/jeZwPYnhy6f\nTk5026SuAQtkk9mhwOHKpdS3Ls/jyHlV42oqF0mjyA8pT5E/633J2taXIlfnrWt2+CeAr5QJg0vK\nwJsnSv/iE+V8auEEstokMmv/r6T/UC7x8TD5B1/LJBxyKOtHybbLeeSQw2nkaJUvU9MkwqK5drE8\nIh6KiFo73JRrJO1JXsTOJWsdV5B9MTPJtZlOiVxYsQ7vIJNF4703Fvh7gGzeubOGMvsBjWa5BeSk\nspnAcXWOyIFc8IqcOHgC+Z6Xkk2FvyCbDmtbUl25TM1m5EWz+TESOLBdrbeVXiDfZx8yeW1Tnv8a\nEXOBv9ZULuRoQpH9afuXZqx/Z3Vf4qfqKDQiXiRrXt8jryHAy/d/aflIt2Zuwioi78NxItk23JjY\ndTHw9Yh4ofwz3tLiNvqNyXkRG5OfBi+JiNmSGivE1t0+3tBHeb+MjYC+kgZFPfcv6Ec2m+xFjpE/\nnvzUvxXZuX2ipFXtR2a10FwyUY0lh7YOJ9umTyZ/5y2fSBgRyyWtLJ2q/YDRZcTM2yRNJodtz2l1\nuaXskHQ6+T4/DtxNTk79M/kB5Yuv8e3d9Umyzf/fyNFmXycvrqPJhTzr+jT+r2SrwcYRcaSkO8rz\n/NKMtbWkjcrFvdVOJRPYwcA25QL+d2Tz+MfIJF7LTdQiYrGkWaxepHIh8LWIeFBSLevagRPIy5RL\nfd9Izjq/kNXDeH8j6YPkJ5dW37fhabLppjEf44gyzHRQaUcd1OLymjX/A/+J7NBX2T6WnJ/RUpHr\nEv22DNV9kmzCeS9wW+SKxHcBUyT9uMZx+7eQI2MuJduOdySbL28jZ8nX4fcRcZKkIWST3URyWO9t\nwFclzYqIf6mp7IY2sjbS+L1fTv7/71hHYRGxQnmzroPJvqV/LC/9sM4+vYh4snQef095R82by0sH\nlOcf1ZQ8IFsxdifXW9uO7GdqIxPpHTWV2ex8simaiDikKX5xXQU6gaz2HeCMiJjeFPu+pMPIFUw3\nIhNLK90eETMkjSGbzx4o8XeSF7O6bq4EucDcWyIXETxQ0udK5zmSviVpeEQ8XkfBEdE8EuaupviL\nZHNLXW4h7wL4YkRcIOknwM/KYwtaPM+nyWNlMMZ7yKSxB1nz+jjZRv5PNZUL2ZwD+Ul4CnnTLshP\n6ruSs7VrEfWsK9aVcl8kf7ZQht6X5qu6bU+ubfc1cmTh0+TFe+c8hfhxnYVHxF/J0Zvt4/XdSrn9\n1PQN9QEseo3X/gJ8s4YyR5Ptove2i7+e/GT4+5rf891N2z8vz5+hh5b26KXf81zgqLLd/uf+HWDf\nun7OHTzf0wPv91cdbZevNwPm9fbvZH15kC0Gs8kVFTYiBxEcQybqXcl70fT6ebby4U701UK54Nkr\nlNjyqKfD81yyevuK9uDITxIPkMMfe8rAMvIrIqKuQQNrg2WRC1VC9kOcKKm/crG5PajnLpCvOZGw\nMZmwJnqVbSLviPgk1ipnAVMib4d9Avm//S/kyK+9qG+xzl7jJqzVbiN/2e1vZnQa9bVfnhC5nDrK\ne4U3NEas1DXUEeVqnduXobQi+yLayFFo+5GJZN/XOsY6qnn02SPkcNafkgn72xFRx8CF3pxI2Px+\nowwGaSyh8np6/n7s66UyhPdNkfN7dif7fvYF3h/lBmklvl5xAlntn8mbr9xHtssHubTICvKPoQ7X\nKe+HvR1wPXlBuyUiWj4fob2I2EfSPY0kIek35Czs8yJiVt3l97TSB/ENcoh0w/OR91B4mBw+Xdf9\nsntzIqEkvY0clQM52q+xJM9KoJZ7Y2xoImKhpCOVi6OeDBwUObLzFQm8l06vNk4gReREn70kvZ/s\nf+hHrh1012t/Z7fsSU7qupPseNuGvBvh18jJR3fXWHZ7TwEfI0evDI6IOu6H3pu2I+favFvSBbxy\nzscwYAn5QaGlazStBRMJIYfrjiSHjE8BroiIn/ZQ2RuSQeQoxj6sXveqR24t22t6uxNmQ34AA8rz\nL9vFh5HDPE+qsexB5KzzXcllVC4o2+8m14ratrd/PjW973vJu09+m1xo731kMnl7+99Di8obCPys\nbL8BuKBs/6CH3m9zJ/p95ByYy8g7M47q7d/H+vIgB8TcTjaJblv+pgbRNFCDpkEr68vD9wPpRZLu\nIEdt3EWO2HjFy+Rs1lpuOSppe7LTr7H+U+OT0ofJeSnPRg6HXK+o6d4IyqWuHyRvZXu6cpHHY6PF\n90ZX3h65X3mMJodovx24ihonEpayfxUR7+lgey9ywt0BEfFIXeVvSJQr3x4WER+TNI5cUmV/8gOZ\ngPERsV71ObkJqxdFxAeU9+SYRDZnXUP2uby8S82nsIxcK0elLJGfzkdGRPuEtr4YLOnkyDkKT0XE\nh0v/COQSH7vR+tEyvTmR8Omm7ZebUyLiNkmfBK6W9L6IeKmm8jcYEXGDpA9IOjLypk4fJ+dyNVaf\nPqsXT68WTiC9LLKf427lKqnjyJFZPbGEyQJW3zug2RfI5RjWV6exeob/Q/DyxDPIpp061kq6tySp\n5eSs+xdLbeD2ssRJbRMJI2Kvpi9vaffaPZKuJCdRLqjrHDYwXwBGlO1zgHdFRPsbea033IRlZmaV\neCKhmZlV4gRiZmaVOIGYrUUkbdzb52DWVe4DMauBpBOAU8h7bzR7M3lPiL8A40vs5iiz/yXdDXyg\nhwZSmHWLR2GZ1efsiJjaHJD0Lx3tKOk6cm2qrYA7JA0n56TMrPskzapyE5bZ2mMy8BtyuZGeuAGR\nWbe4BmJWjxeB0yQd1y4+nLytLuS9Ih4lV0J+vry2GVkTGYzZWs4JxKwGkXeBe9U7wUnaCZjamIFe\nmrCGAJsAG5NraJmt1dyJbtZiko4g7yvzZ+CNwNnkariHkkuLjAK+Ty77vQo4mlzY8YvkfdpHk8tf\nXB8RD2C2lnICMWuxkkD6RsRUSceU8EhgZkTcKel0chHNd5BNV78nb+z0fuBU4KKI+EjPn7nZmnET\nllk9+kkaQK7A29Gqxm8j+z82B/YBxpT4DGBbSTOBxyLiH3vgXM0qcQ3ErMVKDeR04HGyY3wyWQM5\nkLxx12jgdcA7gUOAhyLi9vK9ryf7RlwDsbWeE4hZL5Ck8D+freOcQMzMrBJPJDQzs0qcQMzMrBIn\nEDMzq8QJxMzMKnECMTOzSpxAzMysEicQMzOr5P8DxB7ovy1Q46MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x230433329e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yili_0813.groupby('品牌').销量.sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x230433705f8>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MiYgxHR0dbXh6ZmbWnZYSiKT1gH8CLi23NykJA0l7Ao9HxBPADOBQSf0k7Q7cExELS3xC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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x230434d0320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meng_0813.groupby('品牌').销量.sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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